The landscape of auditing is undergoing a significant change, fueled by the increasing availability of data and sophisticated analytical techniques. Conventional audit methods often depend on sampling and limited documentation, possibly missing crucial discrepancies. Data-led audits, conversely, employ vast datasets to detect risks and guarantee ad